Dentistry for patients with haemophilia: Trialling a safe and economical change in management.

INTRODUCTION: While the dental management of patients with haemophilia has changed considerably in the last decade, haemophiliacs in Western Australia have continued to receive pre-operative factor support for dentistry regardless of the type of dental procedure. AIM: To review the efficacy and safety of established dental protocols that reduce factor use in the dental management of patients with haemophilia and to estimate cost savings. METHODS: Records of 11 patients with haemophilia that were seen in the pilot programme period were reviewed. These were cross-referenced with previous dental and haematology notes that stated the amount and type of pre-operative factor used. Cost savings were estimated using the Australian National Blood Authority's Product List. RESULTS: All study participants were male, and included those with haemophilia A (n = 9), and B (n = 2). Mean age was 45 years (range 22-80). A variety of dental treatments were undertaken, and no pre-operative factor was used. Patients on prophylaxis (n = 6) received dental treatment the same day as their regular factor administration. It was estimated AUD$26,314 was saved by not using pre-operative factor. One patient had bleeding post-extraction and was seen the following day to achieve haemostasis using local measures. The remaining patients had no complaints of post-operative bleeding, and did not require any further haemostatic measures. CONCLUSION: This pilot programme supports data that haemophiliacs can safely receive a variety of dental treatments without the need for pre-operative factor, and the significant cost savings of doing so. Further data is required to support this protocol for invasive dental procedures.

A Deep Learning-Based System for the Assessment of Dental Caries Using Colour Dental Photographs.

D1ental caries remains the most common chronic disease in childhood, affecting almost half of all children globally. Dental care and examination of children living in remote and rural areas is an ongoing challenge that has been compounded by COVID. The development of a validated system with the capacity to screen large numbers of children with some degree of automation has the potential to facilitate remote dental screening at low costs. In this study, we aim to develop and validate a deep learning system for the assessment of dental caries using color dental photos. Three state-of-the-art deep learning networks namely VGG16, ResNet-50 and Inception-v3 were adopted in the context. A total of 1020 child dental photos were used to train and validate the system. We achieved an accuracy of 79% with precision and recall respectively 95% and 75% in classifying 'caries' versus 'sound' with inception-v3.

Covid lockdowns and hospitalisations for oro-facial trauma among children in Australia and the United Kingdom.

BACKGROUND/AIM: This retrospective study investigated the effect of lockdowns for Covid-19 on the rates of oro-facial trauma hospitalisations in children in Australia and the United Kingdom (UK). MATERIALS AND METHODS: Hospitalisation data for children up to 19 years old for oro-facial trauma injuries (according to ICD-10-AM principal diagnosis codes) over 5 years were collected for Australian and UK children. The age-standard rate (ASR) for each age group was calculated per 100,000 population. RESULTS: In the younger Australian children, there was no statistically significant change in the ASR of oro-facial trauma hospitalisations during the 'Covid year', compared to the average rate over the 3 years preceding. However, there was a significant decrease in the ASR of oro-facial trauma hospitalisations during the 'Covid year' in older Australian children (aged 10-19), and for all UK children, except for infants under one-year-old. CONCLUSIONS: Reduction of the ASR of hospitalisations due to oro-facial trauma during the 'Covid year', and the implementation of lockdown measures in the two countries provides further evidence of the impact of physical activities and travel as contributing factors to oro-facial injuries in children. In addition to its role in reducing the spread of virus infections during the pandemic, the lockdown measures also resulted in a simultaneous decrease in trauma injuries.

Oral health of individuals with cerebral palsy in Saudi Arabia: A systematic review.

OBJECTIVE: This systematic review aimed to comprehensively summarize and critically assess studies conducted on oral health outcomes among individuals with cerebral palsy (CP) in Saudi Arabia. METHODS: This study followed the Participants, Exposure, Control and Outcomes (PECO) framework to formulate a focused research question. We conducted an extensive literature search across multiple databases, including PubMed, Medline, Scopus and Embase, in addition to clinical trial registers. Inclusion criteria encompassed clinical studies conducted in either English or Arabic, focusing on CP as defined by the International Classification of Diseases 10 (ICD10), and examining various oral health conditions and parameters. Nonclinical studies, commentaries, other systematic reviews and letters to the editor were excluded. Data extraction included comprehensive information about the study characteristics, oral health outcomes (dental, oral or periodontal disease; changes in standardized indices; dental trauma and other types of oral diseases) and an assessment of the risk of bias using the Appraisal Tool for Cross-Sectional Studies (AXIS). RESULTS: The initial search yielded a total of 879 articles, ultimately resulting seven studies that met our stringent inclusion criteria. All of these studies were conducted as cross-sectional investigations in different cities within Saudi Arabia. The sample sizes ranged from 46 to 400 participants, all falling within the age range of 2-18 years. Notably, the prevalence of dental caries among individuals with CP in these studies varied significantly, with rates ranging from 52.9% to as high as 98.6%. Additionally, a substantial portion of CP patients exhibited poor oral hygiene, with figures ranging between 34.6% and 66.2%, and dental trauma was reported in 47.5% of the cases. Moreover, these studies underscored the influence of motor function and intellectual disabilities on the oral health status of CP individuals. Furthermore, various secondary outcomes, including periodontal parameters and oral health-related quality of life, were also assessed. However, it is essential to acknowledge that several sources of bias were identified within these studies, raising questions about the generalisability of their findings. CONCLUSION: In conclusion, the systematic review revealed a concerning pattern of high dental caries prevalence and other oral health issues among individuals with CP in Saudi Arabia. Nevertheless, the need for comparative studies between CP patients and those without CP is evident to establish a definitive understanding of the oral health status of CP individuals. Initiating early interventions such as oral hygiene education, preventive dentistry programs, and orthodontic interventions could potentially contribute to improved oral health outcomes for individuals with CP in Saudi Arabia.

Experience of primary caregivers in utilising an mHealth application for remote dental screening in preschool children.

Objectives This study aimed to address the acceptance of mHealth applications for a dental screening app that facilitates patient information entry and captures dental photos remotely to assist in caries diagnosis in preschool children in Australia. Methods All participants were recruited through the ORIGINS Project, a community-based interventional birth cohort study in Western Australia. Forty-two primary caregivers, who were the users of a teledental screening app, were given a questionnaire with 17 questions; these were constructed based on the theme of the Technology Acceptance Model: perceived ease of use (PE), perceived usefulness (PU), behavioural intention to adopt (BI), anxiety (ANX), attitude toward a behaviour (ATB), and self-efficacy (SE). Cronbach's alpha was estimated to determine internal consistency. Path analysis was employed to quantify the relationship between each theme. Results The mean values for most themes indicated high satisfaction with the intervention among caregivers (scores out of 5): PE (4.54 ± 0.55), PU (4.65 ± 0.49), BI (4.40 ± 0.65), ATB (4.23 ± 0.70), SE (4.36 ± 0.64). Results indicated high consistency in response in the PE, PU, ATB, and SE (α = 0.74-0.84) and moderate consistency was observed in ANX and BI (α = 0.50-0.62). The overall intention of using the dental screening app was significantly related to both PU and ATB (P Conclusion The perceived usefulness and attitude toward behaviours influenced the overall behavioural intention of the participants to use the telehealth model in dental screening. Recognising these relationships indicates community readiness for implementing the telehealth application in the dental program and enables identification of areas for improving its diffusion.

Effects of the Child Dental Benefits Schedule on dental hospitalisation rates in Australian children.

Objective The Child Dental Benefits Schedule (CDBS) was introduced in 2014, and its aim was to support access to dental care for eligible children in Australia. Dental caries, and pulp and periapical diseases were the major dental reasons for children's hospitalisations. This study investigated if the availability of the CDBS had any effects on hospitalisation rates in Australian children. Methods This study was a retrospective analysis of Medicare data from the Australian Government and the hospitalisation data from The Australian Institute of Health and Welfare (AIHW) from 2008 (6 years before the commencement of the CDBS) to 2020 (6 years after the commencement of the CDBS). Results Although the hospitalisation rate trend was reducing before the CDBS started (2008-14), this reduction was not statistically significant. The reduction of hospitalisation rates was higher after the commencement of the CDBS (2014-20) and was statistically significant, but the regression model analysis showed a positive correlation between the CDBS and hospitalisation rate. The analysis without 'abnormal' year data (2019-20, COVID-19 pandemic year) supported no statistically significant decrease in hospitalisation rate after the commencement of the CDBS in 2014 until 2019. Conclusion Although the CDBS is improving access to dental care for eligible children, any possible effects the CDBS might have on hospitalisations are not yet evident.

Geospatial distribution of tertiary hospitals across Australian cities.

Objective This study aimed to map the geographic distribution of tertiary hospitals in Australia's most populous cities. Good access to hospital facilities improves the health and welfare of a community. The use of geographic information system (GIS) technology can assist in understanding spacial accessibility to services. Methods Using Quantum GIS, a geodatabase was constructed to incorporate hospital locations and demographic distribution data throughout Australia's 20 most populous cities. Data on the population's age groups were integrated into the geodatabase to investigate the distribution of age groups and their utilisation of access to emergency departments in tertiary public health care. Overall this study reported the geospatial distribution of 89 tertiary hospitals and the demographics of the population in areas around these hospitals. Results The majority of hospitals were located in the three most populated cities of New South Wales (NSW), Sydney, Wollongong and Newcastle, which contain a total of 32 hospitals, with 23 (72%) of the hospitals in Sydney. There were 7.8, 24.0, 53.4 and 81.0% of the population in NSW within 1.5, 3, 6 and 50 km of the hospitals, respectively. The second-highest number of hospitals was in Victoria (n = 22), with 18 (82%) hospitals located in Melbourne. This was followed by Queensland (n = 14), with eight (57%) hospitals located in Brisbane. Conclusions The results indicate that 82.2% of the Australian population lives within a 50 km radius of a tertiary hospital, with NSW having higher age distribution percentages than the other states. The results of this study could be used to locate and improve areas of need with a high burden of disease and low accessibility to healthcare services.

Distribution of dental practices in Jazan of Saudi Arabia: a GIS-based approach.

BACKGROUND: Jazan region in the Kingdom of Saudi Arabia (KSA) has been extensively studied regarding access to dental care services, but there is currently no specific study on the distribution of public (primary healthcare centres (PHCs) and hospitals) and private dental healthcare facilities in the area. This study aimed to evaluate the spatial distribution of public and private dental care facilities in the Jazan region in relation to the population distribution in each governorate of the region. METHODS: The most up-to-date, easily accessible, and anonymous data and information were used for this investigation. The Ministry of Health's (MOH) Statistical Yearbook 2020 and interactive map were used to identify the locations of healthcare facilities. These locations were plotted on a map using Google Maps, and the data was converted to longitude and latitude with 90% level building accuracy. QGIS's integrated database was used to develop buffer zones and perform attribute analysis. The data was then exported for analysis in Microsoft Excel, where healthcare facility-to-population ratios were determined. RESULTS: In Jazan region, consisting of 17 governorates and a population of 1,726,739, there were 275 public and private dental clinics, with a ratio of one dental clinic per 6,279 people in terms of general health services. Only 12.4% of these clinics were located beyond 20 km of the city centre, serving approximately 70% of the region's population. CONCLUSION: The uneven distribution of dental clinics in the Jazan region has hampered access to dental treatments and has led to a significant burden on dental health facilities, reducing the quality of care available in the region. Mapping the distribution of MOH, private, and other health facilities, as well as the burden of oral disease in the Jazan region, is necessary for further research.

Oral health providers' views of oral health promotion in Jazan, Saudi Arabia: a qualitative study.

BACKGROUND: Oral health promotion (OHP) is a crucial aspect of dental care, as it aims to improve and protect oral health of individuals. This study aimed to qualitatively explore views of oral health providers in Jazan, Saudi Arabia, on their perceptions of their responsibilities for OHP, as well as the barriers and potential opportunities for implementing health promotion in dental practice. METHODS: A convenience sample of 11 oral health providers from Ministry of Health (MOH) facilities were recruited and participated in virtual one-on-one semi-structured interviews, which were transcribed and analyzed using inductive thematic analysis with N-Vivo software. RESULTS: The results showed that the providers recognized the significant role and responsibility of OHP in improving oral health. However, several barriers hindered their OHP efforts, including a lack of training, funding, time, and a lack of interest in OHP. Potential opportunities for improvement included increasing recruitment of new oral health providers and educators, developing more training programs for providers and the community, and expanding support in terms of finances and logistics. CONCLUSION: The findings of the study suggest that oral health providers are aware of OHP, but that both patients and organizations will need to shift their behaviours and perspectives for OHP to be successfully implemented. Further research on OHP in the Kingdom of Saudi Arabia (KSA) is needed to validate these findings.

School Dental Services Theoretical Model-Based on Geographic Information System in Al-Madinah, Saudi Arabia.

The study aimed to design a geographic theoretical model for school dental services (SDS) in Al-Madinah, Saudi Arabia (SA), using a geographic information system (GIS). The location of all primary public schools and the student population at each school were obtained from the General Administration of Education in Al-Madinah Al-Munawwarah Region website. The geographic modeling for SDS was analyzed using GIS according to two models. A scenario was developed to simulate the demand for dental care for the two models based on schoolchildren's estimated oral health profile. The areas with the higher number of schools; higher number of students; and dense child population as presented in the map suggest the future location of SDS. The total number of dentists required to work in SDS settings was 415 for the first model, and 277 for the second model. The suggested average number of dentists per district in the highest child population density districts is 18 dentists in the first model, compared to 14 in the second model. Establishing SDS is suggested as a solution to the persistently high prevalence of dental caries among schoolchildren in Al-Madinah and SA in general. A model was suggested for SDS with a guide of the proposed SDS locations and the number of dentists to hire for the services to meet the child population's oral health needs.

An assessment of the spatial distribution of bulk billing-only GP services in Australia in relation to area-based socio-economic status.

BACKGROUND: The accessibility to affordable primary healthcare services contributes to population health and health equity. A key aspect to accessibility is the geographical distribution of primary healthcare services. Limited studies have assessed the nationwide spatial distribution of bulk billing-only medical practices or 'no-fee' services. The aim of this study was to provide a nationwide approximation of bulk billing-only services and evaluate the socio-demographic status and population characteristics in relation to the distribution of bulk billing-only GP services. METHODS: The methodology in this study used Geographic Information System (GIS) technology to map the locations of all bulk bulking-only medical practices collected in mid-2020 and linked this with population data. The population data and practice locations were analysed at the level of Statistical Areas Level 2 (SA2) regions and used the most recent Census data. RESULTS: The study sample included (n =2095) bulk billing-only medical practice locations. The nationwide average Population-to-Practice (PtP) ratio was 1 practice to 8529 people for regions with access to bulk billing-only practice, and 57.4% of the Australian population lives within an SA2 that has access to at least one bulk billing-only medical practices. No significant associations were identified between practice distribution and area socio-economic status. CONCLUSION: The study identified areas with low access to affordable GP services, with many SA2 regions having no access to bulk billing-only practices. Findings also indicate that there was no association between area socio-economic status and the distribution of bulk billing-only services.

The evolving disparities in location and socioeconomics of an ageing Australian society.

OBJECTIVES: It is well known that there are associations between overall health, age, socioeconomic status and rural residency. The objective of this study was to determine the distribution of Australia's aged population by socioeconomic status, as well as remoteness. METHODS: The study employed the Australian Statistical Geography Standard (Statistical Area Level 1 and Remoteness Areas). The database of the geographic boundaries was integrated into the ageing population and socioeconomic data using the Geographic Information System. The socioeconomic data was analysed through the Index of Relative Socioeconomic Disadvantage. RESULTS: Over a decade, the older population in Australia has increased noticeably. In 2016, there was a high percentage of older people (≥65 years) in Tasmania (Tas), 19%, while the lowest percentage was recorded in the Northern Territory (NT), 7%. Across the country, Tasmania had the highest percentage of older citizens living in the most disadvantaged areas since 2006, with 48% recorded in 2016. There was an association between the remoteness areas and the education and income levels of the ageing cohort. However, this association differed between the states and territories. This socioeconomic gap becomes more evident in the very remote areas of the country. CONCLUSIONS: The ageing population in Australia is increasing rapidly; this was associated with an evolving socioeconomic disparity among this ageing society. Our results demonstrated that socioeconomic inequalities were to be found among the older people based on their distribution over the remoteness areas in Australia. This information should be used to target healthcare and ageing policies that meet the specific needs of older people.

Special needs dentistry in multidisciplinary head and neck cancer management - characterizing scope and complexity of patient care.

AIMS: To describe the involvement and need for specialists in special needs dentistry (SND) in the multidisciplinary management of patients and to characterize the complexity of patients with special health care needs. METHODS: Referrals for SND review from the Fiona Stanley Hospital head and neck cancer (HNC) multidisciplinary team between January 1 and December 31, 2019 were screened. Data recorded included demographic information, medical history, dental status, and dental treatment provided prior to HNC management. RESULTS: In total 127 patients were referred to the SND clinic in 2019 of which 89.0% were males and 74.8% were aged 50-79. The mean waiting time for SND review was 19.6 days. On average patients had a decayed, missing, filled tooth (DMFT) score of 20.3. During the study period 407 extractions and 30 restorations were completed. Seventeen patients (13.4%) had all their teeth removed prior to HNC management. The majority of patients (79.6%) were categorized as either moderate or severe complexity. Increasing complexity was seen in older age groups. CONCLUSIONS: Significant oral disease is seen in patients with HNC often requiring extensive dental treatment. Complexity is seen in patients requiring multidisciplinary care however characteristics that constitute complexity are varied given the spectrum encompassing 'special needs'.

Australian dental students' knowledge on antibiotics prophylaxis for dental procedures.

BACKGROUND: Prescribing medicine is integral to clinical dentistry. Infective endocarditis may be rare but fatal if left untreated. As a result, judicious prescribing of antibiotics should be implemented due to potential. To our knowledge, no Australian study has examined dental students' knowledge and perceptions about antibiotic prophylaxis for dental procedures. METHODS: Australian dental students were invited to undertake the survey comprising case vignettes to investigate their medication knowledge. A total of 117 responses were received. The questions were 12 clinically relevant questions and three perception-based questions. Results were analysed using descriptive statistics as well as the chi-squared test. RESULTS: The 117 respondents had a mean correct response of 7.34 ± 2.64 (range 3-12 out of 12). Out of 117 students, 89 (76%) answered more than half of the questions correctly. Only three students (3%) answered all the questions correctly. Nearly two-thirds felt that they knew about antibiotic prophylaxis used for dental procedures. CONCLUSION: Most respondents answered more than half, but not all, of the clinical questions correctly. It is crucial to highlight that dental student may never receive any more training on antimicrobial stewardship (AMS) at any point in their future careers. It may be ideal that this issue is addressed at the dental school. One way to target this is to potentially nationalised teaching delivery of dental AMS across Australia.

Oral Health Status, Oral Health Behaviors, and Oral Health Care Utilization among Persons with Disabilities in Saudi Arabia.

Various studies have indicated that persons with special needs may face several barriers to dental treatment, which increases the prevalence of oral diseases in this population. Moreover, these studies suggested that Saudis with special needs have a higher prevalence of oral diseases, such as dental caries and periodontal disease. The aim of this review is to synthesize evidence regarding the current status, trends in oral health behaviors, and oral health care utilization among these individuals, as well as to assess the quality of the literature. Furthermore, this review seeks to recommend directions for future research and oral health care policymaking. An electronic search was conducted using the following databases and registers: PubMed/Medline, Embase, ISI Web of Science, Scopus, ClinicalTrials.gov, and CENTRAL. Gray literature, which included conference proceedings and unpublished literature, was searched via the library services and Google/Google Scholar, and the quality of studies was assessed using the AXIS scale for cross-sectional studies. A total of 38 studies were included in this review, with the majority of the studies graded as 'low'. Within the limitations of this study, it can be concluded that individuals with special needs have limited access to oral health care, poor oral health status, and a general lack of awareness in regard to oral health. Therefore, nationwide surveys should be carried out to ascertain the actual extent of the oral inequities among individuals with special needs.

Geospatial Analysis of Dental Access and Workforce Distribution in Kenya.

Background and Objective: One of the major factors affecting access to quality oral healthcare in low- and middle-income countries is the under-supply of the dental workforce. The aim of this study was to use Geographical Information System (GIS) to analyse the distribution and accessibility of the dental workforce and facilities across the Kenyan counties. Methods: This was a cross-sectional study targeting dental professionals and their practices in Kenya in 2013. Using QGIS 3.16, these data were overlaid with data on population size and urbanization levels. For access measurement, buffers were drawn around each clinic at distances of 2.5, 5, 10 and 20 km, and the population within each determined. Findings: Nine hundred six dental professionals in 337 dental clinic locations were included in the study. Dentists, community oral health officers (equivalent to dental therapists) and dental technologists comprised 72%, 15% and 12%, respectively. Nairobi county with 100% urbanization and >4000 people/km2 had 43% of the workforce and a dentist to population ratio of 1:9,018. Wajir with an urbanization level of 15% and 12 people/km2 had no dental facility. Overall, 11%, 19%, 35% and 58% of the Kenyan population were within 2.5, 5, 10 and 20 km radius of a dental clinic respectively. Conclusion: Maldistribution of dental workforce in Kenya persists, particularly in less urbanized and sparsely populated areas. GIS map production give health planners a better visual picture of areas that are most in need of health care services based on population profiles.

Strengthening Saudi Arabia's Primary Health Care through an e-Referral System: A Case Study.

Health systems are becoming more complex, regulatory bodies are increasing their vigilance, and reimbursement practices are shifting toward value, making closing the referral loop an imperative for patient safety, regulatory oversight, and financial viability. The aim of this study was to examine the referral pattern in PHC services and whether a significant variation exists among them based on geographic accessibility to a referred hospital. This was a cross-sectional retrospective study that included all sequentially referred patients between 1 January 2019 and 30 December 2021. A pre-initiative comparison could not be performed, as previous data on the traditional referral system could not be collected. The primary outcome measures considered in this study were the referral rate, and the proportion of the documented appointment date. The healthcare facilities' geographic locations and data of the hospital departments to which the patients were referred were also available. Between 2019 and 2021, the hospital received 52,143 referrals from the 9 designated PHC centres covering 34 districts. In the PHC centres located within the ≤13 km zone, 1 in every 14 patients were referred to the hospital, whereas 1 in every 20 patients visited PHC centres outside this zone. Since the introduction of the Ehalati e-referral system, the number of documented appointment schedules of the referred patients has improved over time by 16.1% (from 79.6% to 95.7%, p < 0.001). Ophthalmologic (17.1%) and dental services (15.4%) received the most referrals among all other specialties, whereas the referral rate for cardiology services was the lowest (2.5%). The documented appointment scheduling record of referred patients has improved significantly since the introduction of the Ehalati e-referral system. However, the results of this study indicate that the proximity of PHC centres to specialised hospitals is more likely associated with higher referral and documented appointment scheduling rates. Strategies that improve scheduling, decrease variation among clinics, and improve patient access will likely improve the closing rates of the referral loop.

Perceptions of service quality in Victorian public dental clinics using Google patient reviews.

Objectives Using Google online reviews, this study investigated why patients were satisfied or dissatisfied with their public dental clinic in Victoria, Australia. Methods This mixed methods study gathered Google reviews published by users pre-March, 2021. The reviews were coded and subthemes and major themes were identified. The most common reasons why patients gave reviews were tabulated and stratified according to star rating, remoteness and accessibility index classification, and socio-economic status. Results Of the 522 reviews included in this study, in 317 (60.7%) satisfaction was expressed. Compliments and complaints were documented. A total of 53 subthemes were identified. Major themes included Treatment, Staff, Communication and Professionalism, Patient Factors and Non-Clinical Reasons. From the reviews, more patients were satisfied with general unspecified treatment (n = 195; 14.7%) and dissatisfied with reception staff (n = 64; 4.8%). More reviews were generated by patients who visited clinics in major cities and lower socio-economic areas. Conclusion This study found that most patients expressed satisfaction and identified reasons why patients were satisfied or dissatisfied. Consumer feedback, including compliments and complaints, is an integral aspect of monitoring and improving health service quality. It is important to continue seeking feedback and improve accordingly.

Geographic accessibility to public dental practices in the Jazan region of Saudi Arabia.

BACKGROUND: It is impossible to attain good general health without maintaining oral health and this becomes problematic when dental services are located far from the population that needs to utilise them. This study aimed to assess the geographic accessibility of dental clinics located in public primary healthcare clinics (PHCs) and hospitals in the Jazan region of Saudi Arabia and how long it takes to reach them by car and on foot. METHODS: The location of clinics and hospitals, maps of road systems, and the governorates' borders (administrative areas) within the Jazan region were downloaded using the QGIS mapping tool. The time taken to travel to the clinics and hospitals, either by driving or walking, was assessed. If the time was 30 min or less, residents in the area were classified as 'serviced'. It was more than 30 min, they were 'underserved'. RESULTS: Only 31% of Jazan residents were found to live in a serviced area if they drove to clinics and hospitals. Residents of Jazan's seven mountainous governorates were more likely to require services. Only 40% could drive less than 30 min to a primary health dental clinic. Only 19% of people could walk to a hospital in less than 30 min. Only two governorates had a majority of residents who lived in serviced areas. CONCLUSION: The study demonstrates an accessibility issue, as many Jazan inhabitants must drive or walk for an extended period (> 30 min) to reach a healthcare facility, whether a primary health care centre or a hospital. This issue may result in many people not receiving necessary health care, compromising their oral health status. Additional research is needed to identify public, private and other health facilities in the region and the prevalence of oral disease.

Evaluation of a deep learning system for automatic detection of proximal surface dental caries on bitewing radiographs.

OBJECTIVE: This study aimed to evaluate a deep learning (DL) system using convolutional neural networks (CNNs) for automatic detection of caries on bitewing radiographs. STUDY DESIGN: In total, 2468 bitewings were labeled by 3 dentists to create the reference standard. Of these images, 1257 had caries and 1211 were sound. The Faster region-based CNN was applied to detect the regions of interest (ROIs) with potential lesions. A total of 13,246 ROIs were generated from all 'sound' images, and 50% of 'caries' images (selected randomly) were used to train the ROI detection module. The remaining 50% of 'caries' images were used to validate the ROI detection module. Caries detection was then performed using Inception-ResNet-v2. A set of 3297 'caries' and 5321 'sound' ROIs cropped from the 2468 images was used to train and validate the caries detection module. Data sets were randomly divided into training (90%) and validation (10%) data sets. Recall, precision, specificity, accuracy, and F1 score were used as metrics to assess performance. RESULTS: The caries detection module achieved recall, precision, specificity, accuracy, and F1 scores of 0.89, 0.86, 0.86, 0.87, and 0.87, respectively. CONCLUSIONS: The proposed DL system demonstrated promising performance for detecting proximal surface caries on bitewings.